Title :
Region based texture descriptor for content based medical image retrieval using second order moments
Author :
Jyothi, B. ; Madhaveelatha, Y. ; Krishna Mohan, P.G.
Author_Institution :
Dept. of ECE, JNTUH, Hyderabad, India
Abstract :
The ever-increasing popularity of the use of larger-volume image database in various applications, it is an imperative to build an efficient retrieval system to browse through the entire database. Our approach relies on image feature that exploit texture features using second order statistical values such as gray-level co-occurrence matrix (GLCM), this feature extraction process is as follows: the image is divided into equal sized blocks and the average intensity is computed on the pixels in each block. These values are stored for image matching and similarity measure are based on Euclidean distance, City block of absolute value metric and Murkowski distance. Through the image retrieval experiment, We tested different images database images and measured Recall rate and Error rate as a performance measure which indicate that the use of proposed Texture features is an efficient retrieval technique which has obvious advantage and gives higher recall rate as compared to the histogram technique.
Keywords :
content-based retrieval; feature extraction; grey systems; image matching; image retrieval; image texture; matrix algebra; medical image processing; online front-ends; statistical analysis; visual databases; Euclidean distance; GLCM; Murkowski distance; absolute value metric; average image intensity; city block; content-based medical image retrieval; database browsing; error rate; feature extraction process; gray-level co-occurrence matrix; image blocks; image database; image feature; image matching; large-volume image database; performance measure; recall rate; region-based texture descriptor; second-order moments; second-order statistical values; similarity measure; texture features; Conferences; Feature extraction; Image edge detection; Image retrieval; Medical diagnostic imaging; Content Based Medical Image Retrieval (CBMIR); Euclidian Distance; Shape Descriptors;
Conference_Titel :
Innovations in Information, Embedded and Communication Systems (ICIIECS), 2015 International Conference on
Conference_Location :
Coimbatore
Print_ISBN :
978-1-4799-6817-6
DOI :
10.1109/ICIIECS.2015.7193026